Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 11905 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 2 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 1 |
| Dataset has 2 (< 0.1%) duplicate rows | Duplicates |
df_index is highly correlated with defects | High correlation |
loc is highly correlated with v(g) and 17 other fields | High correlation |
v(g) is highly correlated with loc and 15 other fields | High correlation |
ev(g) is highly correlated with v(g) and 3 other fields | High correlation |
iv(g) is highly correlated with loc and 15 other fields | High correlation |
n is highly correlated with loc and 16 other fields | High correlation |
v is highly correlated with loc and 16 other fields | High correlation |
l is highly correlated with loc and 4 other fields | High correlation |
d is highly correlated with loc and 16 other fields | High correlation |
i is highly correlated with loc and 13 other fields | High correlation |
e is highly correlated with loc and 16 other fields | High correlation |
b is highly correlated with loc and 16 other fields | High correlation |
t is highly correlated with loc and 16 other fields | High correlation |
lOCode is highly correlated with loc and 16 other fields | High correlation |
lOComment is highly correlated with loc and 13 other fields | High correlation |
lOBlank is highly correlated with loc and 13 other fields | High correlation |
uniq_Op is highly correlated with loc and 16 other fields | High correlation |
uniq_Opnd is highly correlated with loc and 16 other fields | High correlation |
total_Op is highly correlated with loc and 16 other fields | High correlation |
total_Opnd is highly correlated with loc and 16 other fields | High correlation |
branchCount is highly correlated with loc and 15 other fields | High correlation |
defects is highly correlated with df_index | High correlation |
df_index is highly correlated with defects | High correlation |
loc is highly correlated with v(g) and 17 other fields | High correlation |
v(g) is highly correlated with loc and 15 other fields | High correlation |
ev(g) is highly correlated with loc and 4 other fields | High correlation |
iv(g) is highly correlated with loc and 15 other fields | High correlation |
n is highly correlated with loc and 16 other fields | High correlation |
v is highly correlated with loc and 16 other fields | High correlation |
d is highly correlated with loc and 14 other fields | High correlation |
i is highly correlated with loc and 8 other fields | High correlation |
e is highly correlated with loc and 13 other fields | High correlation |
b is highly correlated with loc and 16 other fields | High correlation |
t is highly correlated with loc and 13 other fields | High correlation |
lOCode is highly correlated with loc and 15 other fields | High correlation |
lOComment is highly correlated with loc and 7 other fields | High correlation |
lOBlank is highly correlated with loc and 15 other fields | High correlation |
uniq_Op is highly correlated with loc and 11 other fields | High correlation |
uniq_Opnd is highly correlated with loc and 16 other fields | High correlation |
total_Op is highly correlated with loc and 17 other fields | High correlation |
total_Opnd is highly correlated with loc and 16 other fields | High correlation |
branchCount is highly correlated with loc and 15 other fields | High correlation |
defects is highly correlated with df_index | High correlation |
loc is highly correlated with v(g) and 14 other fields | High correlation |
v(g) is highly correlated with loc and 5 other fields | High correlation |
ev(g) is highly correlated with v(g) and 1 other fields | High correlation |
iv(g) is highly correlated with loc and 2 other fields | High correlation |
n is highly correlated with loc and 12 other fields | High correlation |
v is highly correlated with loc and 12 other fields | High correlation |
l is highly correlated with loc and 3 other fields | High correlation |
d is highly correlated with loc and 13 other fields | High correlation |
i is highly correlated with n and 11 other fields | High correlation |
e is highly correlated with loc and 12 other fields | High correlation |
b is highly correlated with loc and 12 other fields | High correlation |
t is highly correlated with loc and 12 other fields | High correlation |
lOCode is highly correlated with loc and 12 other fields | High correlation |
lOComment is highly correlated with lOBlank | High correlation |
lOBlank is highly correlated with loc and 13 other fields | High correlation |
uniq_Op is highly correlated with v(g) and 12 other fields | High correlation |
uniq_Opnd is highly correlated with loc and 12 other fields | High correlation |
total_Op is highly correlated with loc and 12 other fields | High correlation |
total_Opnd is highly correlated with loc and 12 other fields | High correlation |
branchCount is highly correlated with loc and 4 other fields | High correlation |
df_index is highly correlated with defects | High correlation |
loc is highly correlated with v(g) and 16 other fields | High correlation |
v(g) is highly correlated with loc and 15 other fields | High correlation |
ev(g) is highly correlated with loc and 15 other fields | High correlation |
iv(g) is highly correlated with loc and 15 other fields | High correlation |
n is highly correlated with loc and 16 other fields | High correlation |
v is highly correlated with loc and 17 other fields | High correlation |
d is highly correlated with loc and 15 other fields | High correlation |
i is highly correlated with v and 3 other fields | High correlation |
e is highly correlated with loc and 16 other fields | High correlation |
b is highly correlated with loc and 17 other fields | High correlation |
t is highly correlated with loc and 16 other fields | High correlation |
lOCode is highly correlated with loc and 16 other fields | High correlation |
lOComment is highly correlated with loc and 11 other fields | High correlation |
lOBlank is highly correlated with loc and 16 other fields | High correlation |
uniq_Op is highly correlated with loc and 16 other fields | High correlation |
uniq_Opnd is highly correlated with loc and 17 other fields | High correlation |
total_Op is highly correlated with loc and 16 other fields | High correlation |
total_Opnd is highly correlated with loc and 17 other fields | High correlation |
branchCount is highly correlated with loc and 15 other fields | High correlation |
defects is highly correlated with df_index | High correlation |
iv(g) is highly skewed (γ1 = 21.18802343) | Skewed |
e is highly skewed (γ1 = 47.81012766) | Skewed |
t is highly skewed (γ1 = 47.72062725) | Skewed |
locCodeAndComment is highly skewed (γ1 = 22.85647256) | Skewed |
n has 1333 (11.2%) zeros | Zeros |
v has 1374 (11.5%) zeros | Zeros |
l has 1405 (11.8%) zeros | Zeros |
d has 1395 (11.7%) zeros | Zeros |
i has 1395 (11.7%) zeros | Zeros |
e has 1395 (11.7%) zeros | Zeros |
b has 1897 (15.9%) zeros | Zeros |
t has 1395 (11.7%) zeros | Zeros |
lOCode has 1575 (13.2%) zeros | Zeros |
lOComment has 7771 (65.3%) zeros | Zeros |
lOBlank has 3568 (30.0%) zeros | Zeros |
locCodeAndComment has 10524 (88.4%) zeros | Zeros |
uniq_Op has 1332 (11.2%) zeros | Zeros |
uniq_Opnd has 1394 (11.7%) zeros | Zeros |
total_Op has 1332 (11.2%) zeros | Zeros |
total_Opnd has 1394 (11.7%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-16 10:17:18.752956 |
|---|---|
| Analysis finished | 2022-06-16 10:18:17.365152 |
| Duration | 58.61 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 10885 |
|---|---|
| Distinct (%) | 91.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4997.555985 |
| Minimum | 0 |
|---|---|
| Maximum | 10884 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 198 |
| Q1 | 1956 |
| median | 4932 |
| Q3 | 7908 |
| 95-th percentile | 10288.8 |
| Maximum | 10884 |
| Range | 10884 |
| Interquartile range (IQR) | 5952 |
Descriptive statistics
| Standard deviation | 3337.425302 |
|---|---|
| Coefficient of variation (CV) | 0.6678114886 |
| Kurtosis | -1.268482836 |
| Mean | 4997.555985 |
| Median Absolute Deviation (MAD) | 2976 |
| Skewness | 0.07935958626 |
| Sum | 59495904 |
| Variance | 11138407.64 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 443 | 3 | < 0.1% |
| 455 | 3 | < 0.1% |
| 459 | 3 | < 0.1% |
| 447 | 3 | < 0.1% |
| 477 | 3 | < 0.1% |
| 439 | 3 | < 0.1% |
| 451 | 3 | < 0.1% |
| 469 | 3 | < 0.1% |
| 431 | 3 | < 0.1% |
| Other values (10875) | 11875 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 3 | |
| 2 | 3 | |
| 3 | 3 | |
| 4 | 3 | |
| 5 | 3 | |
| 6 | 3 | |
| 7 | 3 | |
| 8 | 3 | |
| 9 | 3 |
| Value | Count | Frequency (%) |
| 10884 | 1 | |
| 10883 | 1 | |
| 10882 | 1 | |
| 10881 | 1 | |
| 10880 | 1 | |
| 10879 | 1 | |
| 10878 | 1 | |
| 10877 | 1 | |
| 10876 | 1 | |
| 10875 | 1 |
| Distinct | 369 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.27411172 |
| Minimum | 1 |
|---|---|
| Maximum | 3442 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 11 |
| median | 22 |
| Q3 | 45 |
| 95-th percentile | 137 |
| Maximum | 3442 |
| Range | 3441 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 75.58487701 |
|---|---|
| Coefficient of variation (CV) | 1.831290217 |
| Kurtosis | 453.4626611 |
| Mean | 41.27411172 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 14.60639304 |
| Sum | 491368.3 |
| Variance | 5713.073632 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 997 | 8.4% |
| 5 | 397 | 3.3% |
| 7 | 364 | 3.1% |
| 11 | 318 | 2.7% |
| 8 | 300 | 2.5% |
| 12 | 290 | 2.4% |
| 14 | 289 | 2.4% |
| 17 | 284 | 2.4% |
| 15 | 277 | 2.3% |
| 10 | 273 | 2.3% |
| Other values (359) | 8116 |
| Value | Count | Frequency (%) |
| 1 | 10 | 0.1% |
| 1.1 | 3 | < 0.1% |
| 2 | 19 | 0.2% |
| 3 | 42 | 0.4% |
| 4 | 997 | |
| 5 | 397 | 3.3% |
| 6 | 271 | 2.3% |
| 7 | 364 | 3.1% |
| 8 | 300 | 2.5% |
| 9 | 259 | 2.2% |
| Value | Count | Frequency (%) |
| 3442 | 1 | |
| 1882 | 1 | |
| 1824 | 1 | |
| 1532 | 1 | |
| 1411 | 1 | |
| 1280 | 1 | |
| 1275 | 1 | |
| 1243 | 1 | |
| 1129 | 1 | |
| 902 | 1 |
| Distinct | 112 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.244367913 |
| Minimum | 1 |
|---|---|
| Maximum | 470 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 20 |
| Maximum | 470 |
| Range | 469 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 12.7785482 |
|---|---|
| Coefficient of variation (CV) | 2.046411803 |
| Kurtosis | 390.3758592 |
| Mean | 6.244367913 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 15.06501551 |
| Sum | 74339.2 |
| Variance | 163.2912941 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3013 | |
| 2 | 1906 | |
| 3 | 1439 | |
| 4 | 1053 | 8.8% |
| 5 | 837 | 7.0% |
| 6 | 639 | 5.4% |
| 7 | 443 | 3.7% |
| 8 | 339 | 2.8% |
| 9 | 278 | 2.3% |
| 10 | 264 | 2.2% |
| Other values (102) | 1694 |
| Value | Count | Frequency (%) |
| 1 | 3013 | |
| 1.4 | 3 | < 0.1% |
| 2 | 1906 | |
| 3 | 1439 | |
| 4 | 1053 | 8.8% |
| 5 | 837 | 7.0% |
| 6 | 639 | 5.4% |
| 7 | 443 | 3.7% |
| 8 | 339 | 2.8% |
| 9 | 278 | 2.3% |
| Value | Count | Frequency (%) |
| 470 | 1 | |
| 404 | 1 | |
| 402 | 1 | |
| 286 | 1 | |
| 273 | 1 | |
| 268 | 1 | |
| 263 | 1 | |
| 207 | 1 | |
| 201 | 1 | |
| 180 | 1 |
| Distinct | 75 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.321142377 |
| Minimum | 1 |
|---|---|
| Maximum | 165 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 12 |
| Maximum | 165 |
| Range | 164 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 6.670843923 |
|---|---|
| Coefficient of variation (CV) | 2.0085992 |
| Kurtosis | 120.7946854 |
| Mean | 3.321142377 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 8.446779358 |
| Sum | 39538.2 |
| Variance | 44.50015864 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 8257 | |
| 3 | 804 | 6.8% |
| 4 | 575 | 4.8% |
| 5 | 476 | 4.0% |
| 6 | 331 | 2.8% |
| 7 | 234 | 2.0% |
| 8 | 183 | 1.5% |
| 9 | 159 | 1.3% |
| 10 | 126 | 1.1% |
| 11 | 95 | 0.8% |
| Other values (65) | 665 | 5.6% |
| Value | Count | Frequency (%) |
| 1 | 8257 | |
| 1.4 | 3 | < 0.1% |
| 3 | 804 | 6.8% |
| 4 | 575 | 4.8% |
| 5 | 476 | 4.0% |
| 6 | 331 | 2.8% |
| 7 | 234 | 2.0% |
| 8 | 183 | 1.5% |
| 9 | 159 | 1.3% |
| 10 | 126 | 1.1% |
| Value | Count | Frequency (%) |
| 165 | 1 | |
| 140 | 1 | |
| 133 | 1 | |
| 125 | 1 | |
| 122 | 1 | |
| 117 | 1 | |
| 113 | 1 | |
| 112 | 1 | |
| 111 | 1 | |
| 95 | 1 |
| Distinct | 84 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.966417472 |
| Minimum | 1 |
|---|---|
| Maximum | 402 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 12 |
| Maximum | 402 |
| Range | 401 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 8.949609032 |
|---|---|
| Coefficient of variation (CV) | 2.256345706 |
| Kurtosis | 739.8495736 |
| Mean | 3.966417472 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 21.18802343 |
| Sum | 47220.2 |
| Variance | 80.09550182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4289 | |
| 2 | 2639 | |
| 3 | 1454 | 12.2% |
| 4 | 909 | 7.6% |
| 5 | 605 | 5.1% |
| 6 | 408 | 3.4% |
| 7 | 350 | 2.9% |
| 8 | 197 | 1.7% |
| 9 | 164 | 1.4% |
| 10 | 123 | 1.0% |
| Other values (74) | 767 | 6.4% |
| Value | Count | Frequency (%) |
| 1 | 4289 | |
| 1.4 | 3 | < 0.1% |
| 2 | 2639 | |
| 3 | 1454 | 12.2% |
| 4 | 909 | 7.6% |
| 5 | 605 | 5.1% |
| 6 | 408 | 3.4% |
| 7 | 350 | 2.9% |
| 8 | 197 | 1.7% |
| 9 | 164 | 1.4% |
| Value | Count | Frequency (%) |
| 402 | 1 | |
| 385 | 1 | |
| 256 | 1 | |
| 219 | 1 | |
| 197 | 1 | |
| 171 | 1 | |
| 147 | 1 | |
| 143 | 1 | |
| 128 | 1 | |
| 113 | 1 |
| Distinct | 829 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.7601764 |
| Minimum | 0 |
|---|---|
| Maximum | 8441 |
| Zeros | 1333 |
| Zeros (%) | 11.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 14 |
| median | 49 |
| Q3 | 120 |
| 95-th percentile | 430 |
| Maximum | 8441 |
| Range | 8441 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 247.7733499 |
|---|---|
| Coefficient of variation (CV) | 2.159053408 |
| Kurtosis | 202.8120237 |
| Mean | 114.7601764 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 10.29136997 |
| Sum | 1366219.9 |
| Variance | 61391.63293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1333 | 11.2% |
| 4 | 285 | 2.4% |
| 5 | 215 | 1.8% |
| 7 | 190 | 1.6% |
| 9 | 185 | 1.6% |
| 15 | 168 | 1.4% |
| 14 | 139 | 1.2% |
| 10 | 123 | 1.0% |
| 13 | 121 | 1.0% |
| 11 | 113 | 0.9% |
| Other values (819) | 9033 |
| Value | Count | Frequency (%) |
| 0 | 1333 | |
| 1 | 44 | 0.4% |
| 1.3 | 3 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 10 | 0.1% |
| 4 | 285 | 2.4% |
| 5 | 215 | 1.8% |
| 6 | 94 | 0.8% |
| 7 | 190 | 1.6% |
| 8 | 82 | 0.7% |
| Value | Count | Frequency (%) |
| 8441 | 1 | |
| 5669 | 1 | |
| 5392 | 1 | |
| 4828 | 1 | |
| 4308 | 1 | |
| 4022 | 1 | |
| 3982 | 1 | |
| 3896 | 1 | |
| 3848 | 1 | |
| 3415 | 1 |
| Distinct | 4275 |
|---|---|
| Distinct (%) | 35.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 678.0428643 |
| Minimum | 0 |
|---|---|
| Maximum | 80843.08 |
| Zeros | 1374 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 48.43 |
| median | 216.64 |
| Q3 | 628.96 |
| 95-th percentile | 2657.328 |
| Maximum | 80843.08 |
| Range | 80843.08 |
| Interquartile range (IQR) | 580.53 |
Descriptive statistics
| Standard deviation | 1924.506844 |
|---|---|
| Coefficient of variation (CV) | 2.838326226 |
| Kurtosis | 418.7158219 |
| Mean | 678.0428643 |
| Median Absolute Deviation (MAD) | 201.7 |
| Skewness | 15.26419787 |
| Sum | 8072100.3 |
| Variance | 3703726.594 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1374 | 11.5% |
| 8 | 283 | 2.4% |
| 11.61 | 215 | 1.8% |
| 19.65 | 168 | 1.4% |
| 27 | 121 | 1.0% |
| 15.51 | 86 | 0.7% |
| 31.7 | 65 | 0.5% |
| 51.89 | 62 | 0.5% |
| 48.43 | 57 | 0.5% |
| 34.87 | 56 | 0.5% |
| Other values (4265) | 9418 |
| Value | Count | Frequency (%) |
| 0 | 1374 | |
| 1 | 3 | < 0.1% |
| 1.3 | 3 | < 0.1% |
| 2 | 4 | < 0.1% |
| 4.75 | 10 | 0.1% |
| 6.34 | 2 | < 0.1% |
| 8 | 283 | 2.4% |
| 11.09 | 1 | < 0.1% |
| 11.61 | 215 | 1.8% |
| 13.93 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 80843.08 | 1 | |
| 55140.81 | 1 | |
| 46943.69 | 1 | |
| 43342.31 | 1 | |
| 41217.16 | 1 | |
| 35928.07 | 1 | |
| 33814.56 | 1 | |
| 33034.94 | 1 | |
| 31233.49 | 1 | |
| 28092.72 | 1 |
| Distinct | 60 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1418950021 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 1405 |
| Zeros (%) | 11.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.04 |
| median | 0.08 |
| Q3 | 0.17 |
| 95-th percentile | 0.5 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.1695865487 |
|---|---|
| Coefficient of variation (CV) | 1.195155194 |
| Kurtosis | 4.714285184 |
| Mean | 0.1418950021 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 2.018196398 |
| Sum | 1689.26 |
| Variance | 0.02875959751 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1405 | 11.8% |
| 0.04 | 816 | 6.9% |
| 0.05 | 788 | 6.6% |
| 0.03 | 777 | 6.5% |
| 0.06 | 667 | 5.6% |
| 0.07 | 578 | 4.9% |
| 0.02 | 538 | 4.5% |
| 0.67 | 525 | 4.4% |
| 0.08 | 518 | 4.4% |
| 0.09 | 462 | 3.9% |
| Other values (50) | 4831 |
| Value | Count | Frequency (%) |
| 0 | 1405 | |
| 0.01 | 171 | 1.4% |
| 0.02 | 538 | 4.5% |
| 0.03 | 777 | |
| 0.04 | 816 | |
| 0.05 | 788 | |
| 0.06 | 667 | |
| 0.07 | 578 | |
| 0.08 | 518 | 4.4% |
| 0.09 | 462 | 3.9% |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 1.33 | 2 | < 0.1% |
| 1.3 | 3 | < 0.1% |
| 1 | 4 | < 0.1% |
| 0.92 | 1 | < 0.1% |
| 0.91 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
| 0.67 | 525 | |
| 0.57 | 2 | < 0.1% |
| 0.56 | 4 | < 0.1% |
| Distinct | 2832 |
|---|---|
| Distinct (%) | 23.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.05158169 |
| Minimum | 0 |
|---|---|
| Maximum | 418.2 |
| Zeros | 1395 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 9.08 |
| Q3 | 18.75 |
| 95-th percentile | 43.428 |
| Maximum | 418.2 |
| Range | 418.2 |
| Interquartile range (IQR) | 15.75 |
Descriptive statistics
| Standard deviation | 18.33639434 |
|---|---|
| Coefficient of variation (CV) | 1.304934544 |
| Kurtosis | 80.9337428 |
| Mean | 14.05158169 |
| Median Absolute Deviation (MAD) | 6.92 |
| Skewness | 5.948563511 |
| Sum | 167284.08 |
| Variance | 336.2233576 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1395 | 11.7% |
| 1.5 | 525 | 4.4% |
| 2 | 423 | 3.6% |
| 2.5 | 275 | 2.3% |
| 3 | 198 | 1.7% |
| 3.5 | 156 | 1.3% |
| 4 | 126 | 1.1% |
| 9 | 92 | 0.8% |
| 6 | 85 | 0.7% |
| 4.5 | 85 | 0.7% |
| Other values (2822) | 8545 |
| Value | Count | Frequency (%) |
| 0 | 1395 | |
| 0.5 | 1 | < 0.1% |
| 0.75 | 2 | < 0.1% |
| 1 | 4 | < 0.1% |
| 1.08 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.17 | 1 | < 0.1% |
| 1.3 | 3 | < 0.1% |
| 1.5 | 525 | 4.4% |
| 1.75 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 418.2 | 1 | |
| 408.73 | 1 | |
| 384.45 | 1 | |
| 337.36 | 1 | |
| 290.15 | 1 | |
| 269.46 | 1 | |
| 215.17 | 1 | |
| 214.5 | 1 | |
| 213.53 | 1 | |
| 206.01 | 1 |
| Distinct | 4542 |
|---|---|
| Distinct (%) | 38.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.76761697 |
| Minimum | 0 |
|---|---|
| Maximum | 569.78 |
| Zeros | 1395 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 11.72 |
| median | 22.06 |
| Q3 | 37.09 |
| 95-th percentile | 82.214 |
| Maximum | 569.78 |
| Range | 569.78 |
| Interquartile range (IQR) | 25.37 |
Descriptive statistics
| Standard deviation | 34.48274744 |
|---|---|
| Coefficient of variation (CV) | 1.158397983 |
| Kurtosis | 46.55930776 |
| Mean | 29.76761697 |
| Median Absolute Deviation (MAD) | 12.21 |
| Skewness | 4.997091689 |
| Sum | 354383.48 |
| Variance | 1189.059871 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1395 | 11.7% |
| 5.33 | 282 | 2.4% |
| 7.74 | 189 | 1.6% |
| 9.83 | 122 | 1.0% |
| 13.5 | 69 | 0.6% |
| 7.75 | 57 | 0.5% |
| 12.68 | 50 | 0.4% |
| 17.79 | 45 | 0.4% |
| 7.86 | 40 | 0.3% |
| 9 | 39 | 0.3% |
| Other values (4532) | 9617 |
| Value | Count | Frequency (%) |
| 0 | 1395 | |
| 1 | 3 | < 0.1% |
| 1.3 | 3 | < 0.1% |
| 3.1 | 1 | < 0.1% |
| 3.48 | 4 | < 0.1% |
| 4 | 1 | < 0.1% |
| 4.14 | 2 | < 0.1% |
| 4.87 | 1 | < 0.1% |
| 5.33 | 282 | 2.4% |
| 5.43 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 569.78 | 1 | |
| 567.46 | 1 | |
| 559.62 | 1 | |
| 524.75 | 1 | |
| 515.21 | 1 | |
| 508.42 | 1 | |
| 473.41 | 1 | |
| 466.75 | 1 | |
| 429.87 | 1 | |
| 415.06 | 1 |
| Distinct | 7588 |
|---|---|
| Distinct (%) | 63.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35952.62282 |
| Minimum | 0 |
|---|---|
| Maximum | 31079782.27 |
| Zeros | 1395 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 152.36 |
| median | 2021.97 |
| Q3 | 11541.18 |
| 95-th percentile | 109841.42 |
| Maximum | 31079782.27 |
| Range | 31079782.27 |
| Interquartile range (IQR) | 11388.82 |
Descriptive statistics
| Standard deviation | 416936.1589 |
|---|---|
| Coefficient of variation (CV) | 11.59682177 |
| Kurtosis | 2979.813294 |
| Mean | 35952.62282 |
| Median Absolute Deviation (MAD) | 2021.97 |
| Skewness | 47.81012766 |
| Sum | 428015974.7 |
| Variance | 1.738357606 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1395 | 11.7% |
| 12 | 282 | 2.4% |
| 17.41 | 189 | 1.6% |
| 39.3 | 120 | 1.0% |
| 54 | 69 | 0.6% |
| 31.02 | 69 | 0.6% |
| 79.25 | 46 | 0.4% |
| 49.13 | 40 | 0.3% |
| 151.35 | 39 | 0.3% |
| 67.5 | 35 | 0.3% |
| Other values (7578) | 9621 |
| Value | Count | Frequency (%) |
| 0 | 1395 | |
| 1 | 4 | < 0.1% |
| 1.3 | 3 | < 0.1% |
| 4.75 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 12 | 282 | 2.4% |
| 16.64 | 1 | < 0.1% |
| 17.41 | 189 | 1.6% |
| 18.67 | 1 | < 0.1% |
| 23.22 | 23 | 0.2% |
| Value | Count | Frequency (%) |
| 31079782.27 | 1 | |
| 16846621.12 | 1 | |
| 12120796.16 | 1 | |
| 10367010.97 | 1 | |
| 10100866.9 | 1 | |
| 9254819.86 | 1 | |
| 8901671.32 | 1 | |
| 8255889.43 | 1 | |
| 6524839.94 | 1 | |
| 4294926.45 | 1 |
| Distinct | 320 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2265401092 |
| Minimum | 0 |
|---|---|
| Maximum | 26.95 |
| Zeros | 1897 |
| Zeros (%) | 15.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02 |
| median | 0.07 |
| Q3 | 0.21 |
| 95-th percentile | 0.89 |
| Maximum | 26.95 |
| Range | 26.95 |
| Interquartile range (IQR) | 0.19 |
Descriptive statistics
| Standard deviation | 0.6418385854 |
|---|---|
| Coefficient of variation (CV) | 2.833222725 |
| Kurtosis | 417.8985307 |
| Mean | 0.2265401092 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 15.24140796 |
| Sum | 2696.96 |
| Variance | 0.4119567697 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1897 | 15.9% |
| 0.01 | 992 | 8.3% |
| 0.02 | 784 | 6.6% |
| 0.03 | 571 | 4.8% |
| 0.04 | 491 | 4.1% |
| 0.06 | 457 | 3.8% |
| 0.05 | 454 | 3.8% |
| 0.07 | 400 | 3.4% |
| 0.08 | 358 | 3.0% |
| 0.09 | 347 | 2.9% |
| Other values (310) | 5154 |
| Value | Count | Frequency (%) |
| 0 | 1897 | |
| 0.01 | 992 | |
| 0.02 | 784 | |
| 0.03 | 571 | 4.8% |
| 0.04 | 491 | 4.1% |
| 0.05 | 454 | 3.8% |
| 0.06 | 457 | 3.8% |
| 0.07 | 400 | 3.4% |
| 0.08 | 358 | 3.0% |
| 0.09 | 347 | 2.9% |
| Value | Count | Frequency (%) |
| 26.95 | 1 | |
| 18.38 | 1 | |
| 15.65 | 1 | |
| 14.45 | 1 | |
| 13.74 | 1 | |
| 11.98 | 1 | |
| 11.27 | 1 | |
| 11.01 | 1 | |
| 10.41 | 1 | |
| 9.36 | 1 |
| Distinct | 7345 |
|---|---|
| Distinct (%) | 61.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2000.202748 |
| Minimum | 0 |
|---|---|
| Maximum | 1726654.57 |
| Zeros | 1395 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8.46 |
| median | 112.33 |
| Q3 | 641.18 |
| 95-th percentile | 6102.304 |
| Maximum | 1726654.57 |
| Range | 1726654.57 |
| Interquartile range (IQR) | 632.72 |
Descriptive statistics
| Standard deviation | 23179.53369 |
|---|---|
| Coefficient of variation (CV) | 11.58859206 |
| Kurtosis | 2971.446646 |
| Mean | 2000.202748 |
| Median Absolute Deviation (MAD) | 112.33 |
| Skewness | 47.72062725 |
| Sum | 23812413.71 |
| Variance | 537290782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1395 | 11.7% |
| 0.67 | 282 | 2.4% |
| 0.97 | 189 | 1.6% |
| 2.18 | 120 | 1.0% |
| 1.72 | 69 | 0.6% |
| 3 | 69 | 0.6% |
| 4.4 | 46 | 0.4% |
| 2.73 | 40 | 0.3% |
| 8.41 | 39 | 0.3% |
| 3.75 | 35 | 0.3% |
| Other values (7335) | 9621 |
| Value | Count | Frequency (%) |
| 0 | 1395 | |
| 0.06 | 1 | < 0.1% |
| 0.26 | 2 | < 0.1% |
| 0.44 | 1 | < 0.1% |
| 0.67 | 282 | 2.4% |
| 0.92 | 1 | < 0.1% |
| 0.97 | 189 | 1.6% |
| 1 | 3 | < 0.1% |
| 1.04 | 1 | < 0.1% |
| 1.29 | 25 | 0.2% |
| Value | Count | Frequency (%) |
| 1726654.57 | 1 | |
| 935923.39 | 1 | |
| 673377.6 | 1 | |
| 575945.03 | 1 | |
| 561159.25 | 1 | |
| 514156.64 | 1 | |
| 494537.33 | 1 | |
| 458660.51 | 1 | |
| 362491.09 | 1 | |
| 238607.05 | 1 |
| Distinct | 296 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.37916842 |
| Minimum | 0 |
|---|---|
| Maximum | 2824 |
| Zeros | 1575 |
| Zeros (%) | 13.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 27 |
| 95-th percentile | 92 |
| Maximum | 2824 |
| Range | 2824 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 58.7722836 |
|---|---|
| Coefficient of variation (CV) | 2.31576869 |
| Kurtosis | 589.6436847 |
| Mean | 25.37916842 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 17.46549195 |
| Sum | 302139 |
| Variance | 3454.18132 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1575 | 13.2% |
| 2 | 1122 | 9.4% |
| 3 | 446 | 3.7% |
| 4 | 414 | 3.5% |
| 6 | 349 | 2.9% |
| 10 | 341 | 2.9% |
| 9 | 333 | 2.8% |
| 5 | 325 | 2.7% |
| 8 | 315 | 2.6% |
| 7 | 290 | 2.4% |
| Other values (286) | 6395 |
| Value | Count | Frequency (%) |
| 0 | 1575 | |
| 1 | 114 | 1.0% |
| 2 | 1122 | |
| 3 | 446 | 3.7% |
| 4 | 414 | 3.5% |
| 5 | 325 | 2.7% |
| 6 | 349 | 2.9% |
| 7 | 290 | 2.4% |
| 8 | 315 | 2.6% |
| 9 | 333 | 2.8% |
| Value | Count | Frequency (%) |
| 2824 | 1 | |
| 1599 | 1 | |
| 1588 | 1 | |
| 1339 | 1 | |
| 1213 | 1 | |
| 1124 | 1 | |
| 1107 | 1 | |
| 952 | 1 | |
| 814 | 1 | |
| 656 | 1 |
lOComment
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 101 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.10449391 |
| Minimum | 0 |
|---|---|
| Maximum | 344 |
| Zeros | 7771 |
| Zeros (%) | 65.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 16 |
| Maximum | 344 |
| Range | 344 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 10.34981238 |
|---|---|
| Coefficient of variation (CV) | 3.333816295 |
| Kurtosis | 255.3986885 |
| Mean | 3.10449391 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.64669377 |
| Sum | 36959 |
| Variance | 107.1186164 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7771 | |
| 1 | 879 | 7.4% |
| 2 | 499 | 4.2% |
| 3 | 438 | 3.7% |
| 4 | 331 | 2.8% |
| 5 | 263 | 2.2% |
| 6 | 235 | 2.0% |
| 7 | 190 | 1.6% |
| 8 | 144 | 1.2% |
| 9 | 130 | 1.1% |
| Other values (91) | 1025 | 8.6% |
| Value | Count | Frequency (%) |
| 0 | 7771 | |
| 1 | 879 | 7.4% |
| 2 | 499 | 4.2% |
| 3 | 438 | 3.7% |
| 4 | 331 | 2.8% |
| 5 | 263 | 2.2% |
| 6 | 235 | 2.0% |
| 7 | 190 | 1.6% |
| 8 | 144 | 1.2% |
| 9 | 130 | 1.1% |
| Value | Count | Frequency (%) |
| 344 | 1 | |
| 339 | 1 | |
| 206 | 1 | |
| 191 | 1 | |
| 170 | 1 | |
| 165 | 1 | |
| 162 | 1 | |
| 157 | 1 | |
| 141 | 1 | |
| 130 | 1 |
| Distinct | 104 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.901973961 |
| Minimum | 0 |
|---|---|
| Maximum | 447 |
| Zeros | 3568 |
| Zeros (%) | 30.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 19 |
| Maximum | 447 |
| Range | 447 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 10.63762929 |
|---|---|
| Coefficient of variation (CV) | 2.170070542 |
| Kurtosis | 314.3897548 |
| Mean | 4.901973961 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 11.73864921 |
| Sum | 58358 |
| Variance | 113.1591569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3568 | |
| 1 | 1535 | |
| 2 | 1261 | 10.6% |
| 3 | 1149 | 9.7% |
| 4 | 863 | 7.2% |
| 5 | 698 | 5.9% |
| 6 | 393 | 3.3% |
| 7 | 360 | 3.0% |
| 8 | 278 | 2.3% |
| 9 | 249 | 2.1% |
| Other values (94) | 1551 |
| Value | Count | Frequency (%) |
| 0 | 3568 | |
| 1 | 1535 | |
| 2 | 1261 | 10.6% |
| 3 | 1149 | 9.7% |
| 4 | 863 | 7.2% |
| 5 | 698 | 5.9% |
| 6 | 393 | 3.3% |
| 7 | 360 | 3.0% |
| 8 | 278 | 2.3% |
| 9 | 249 | 2.1% |
| Value | Count | Frequency (%) |
| 447 | 1 | |
| 219 | 1 | |
| 202 | 1 | |
| 164 | 2 | |
| 156 | 1 | |
| 155 | 1 | |
| 154 | 1 | |
| 143 | 1 | |
| 135 | 1 | |
| 134 | 1 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3516169677 |
| Minimum | 0 |
|---|---|
| Maximum | 108 |
| Zeros | 10524 |
| Zeros (%) | 88.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 108 |
| Range | 108 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.838902786 |
|---|---|
| Coefficient of variation (CV) | 5.229846551 |
| Kurtosis | 1065.595007 |
| Mean | 0.3516169677 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 22.85647256 |
| Sum | 4186 |
| Variance | 3.381563455 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10524 | |
| 1 | 648 | 5.4% |
| 2 | 254 | 2.1% |
| 3 | 146 | 1.2% |
| 4 | 94 | 0.8% |
| 5 | 52 | 0.4% |
| 6 | 47 | 0.4% |
| 7 | 30 | 0.3% |
| 8 | 26 | 0.2% |
| 10 | 18 | 0.2% |
| Other values (20) | 66 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 10524 | |
| 1 | 648 | 5.4% |
| 2 | 254 | 2.1% |
| 3 | 146 | 1.2% |
| 4 | 94 | 0.8% |
| 5 | 52 | 0.4% |
| 6 | 47 | 0.4% |
| 7 | 30 | 0.3% |
| 8 | 26 | 0.2% |
| 9 | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 108 | 1 | |
| 42 | 1 | |
| 38 | 1 | |
| 34 | 1 | |
| 30 | 1 | |
| 28 | 1 | |
| 24 | 2 | |
| 23 | 2 | |
| 22 | 1 | |
| 21 | 1 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.27111298 |
| Minimum | 0 |
|---|---|
| Maximum | 411 |
| Zeros | 1332 |
| Zeros (%) | 11.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 11 |
| Q3 | 16 |
| 95-th percentile | 24 |
| Maximum | 411 |
| Range | 411 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 9.951867006 |
|---|---|
| Coefficient of variation (CV) | 0.8829533539 |
| Kurtosis | 490.8688596 |
| Mean | 11.27111298 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 13.78338316 |
| Sum | 134182.6 |
| Variance | 99.0396569 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1332 | 11.2% |
| 11 | 701 | 5.9% |
| 12 | 640 | 5.4% |
| 9 | 597 | 5.0% |
| 4 | 582 | 4.9% |
| 10 | 575 | 4.8% |
| 3 | 565 | 4.7% |
| 13 | 555 | 4.7% |
| 14 | 554 | 4.7% |
| 5 | 538 | 4.5% |
| Other values (61) | 5266 |
| Value | Count | Frequency (%) |
| 0 | 1332 | |
| 1 | 49 | 0.4% |
| 1.2 | 3 | < 0.1% |
| 2 | 7 | 0.1% |
| 3 | 565 | |
| 4 | 582 | |
| 5 | 538 | |
| 6 | 531 | 4.5% |
| 7 | 526 | 4.4% |
| 8 | 508 | 4.3% |
| Value | Count | Frequency (%) |
| 411 | 1 | |
| 410 | 1 | |
| 280 | 1 | |
| 172 | 1 | |
| 155 | 1 | |
| 105 | 1 | |
| 102 | 1 | |
| 99 | 1 | |
| 98 | 1 | |
| 78 | 1 |
uniq_Opnd
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 178 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.05263335 |
| Minimum | 0 |
|---|---|
| Maximum | 1026 |
| Zeros | 1394 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 11 |
| Q3 | 21 |
| 95-th percentile | 54 |
| Maximum | 1026 |
| Range | 1026 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 26.942903 |
|---|---|
| Coefficient of variation (CV) | 1.579984888 |
| Kurtosis | 337.5998022 |
| Mean | 17.05263335 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 12.59332294 |
| Sum | 203011.6 |
| Variance | 725.9200218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1394 | 11.7% |
| 6 | 578 | 4.9% |
| 5 | 477 | 4.0% |
| 7 | 470 | 3.9% |
| 4 | 458 | 3.8% |
| 8 | 455 | 3.8% |
| 2 | 430 | 3.6% |
| 3 | 416 | 3.5% |
| 10 | 415 | 3.5% |
| 11 | 405 | 3.4% |
| Other values (168) | 6407 |
| Value | Count | Frequency (%) |
| 0 | 1394 | |
| 1 | 358 | 3.0% |
| 1.2 | 3 | < 0.1% |
| 2 | 430 | 3.6% |
| 3 | 416 | 3.5% |
| 4 | 458 | 3.8% |
| 5 | 477 | 4.0% |
| 6 | 578 | |
| 7 | 470 | 3.9% |
| 8 | 455 | 3.8% |
| Value | Count | Frequency (%) |
| 1026 | 1 | |
| 811 | 1 | |
| 806 | 1 | |
| 609 | 1 | |
| 549 | 1 | |
| 407 | 1 | |
| 355 | 1 | |
| 325 | 1 | |
| 314 | 1 | |
| 279 | 1 |
| Distinct | 603 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.56653507 |
| Minimum | 0 |
|---|---|
| Maximum | 5420 |
| Zeros | 1332 |
| Zeros (%) | 11.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 8 |
| median | 29 |
| Q3 | 72 |
| 95-th percentile | 256 |
| Maximum | 5420 |
| Range | 5420 |
| Interquartile range (IQR) | 64 |
Descriptive statistics
| Standard deviation | 150.5571409 |
|---|---|
| Coefficient of variation (CV) | 2.19578167 |
| Kurtosis | 234.2130466 |
| Mean | 68.56653507 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 11.03099676 |
| Sum | 816284.6 |
| Variance | 22667.45268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1332 | 11.2% |
| 3 | 483 | 4.1% |
| 5 | 250 | 2.1% |
| 8 | 244 | 2.0% |
| 6 | 232 | 1.9% |
| 9 | 209 | 1.8% |
| 4 | 208 | 1.7% |
| 7 | 203 | 1.7% |
| 10 | 191 | 1.6% |
| 11 | 182 | 1.5% |
| Other values (593) | 8371 |
| Value | Count | Frequency (%) |
| 0 | 1332 | |
| 1 | 49 | 0.4% |
| 1.2 | 3 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 483 | 4.1% |
| 4 | 208 | 1.7% |
| 5 | 250 | 2.1% |
| 6 | 232 | 1.9% |
| 7 | 203 | 1.7% |
| 8 | 244 | 2.0% |
| Value | Count | Frequency (%) |
| 5420 | 1 | |
| 3368 | 1 | |
| 3172 | 1 | |
| 3149 | 1 | |
| 2752 | 1 | |
| 2595 | 1 | |
| 2469 | 1 | |
| 2416 | 1 | |
| 2415 | 1 | |
| 2154 | 1 |
total_Opnd
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 479 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46.38703066 |
| Minimum | 0 |
|---|---|
| Maximum | 3021 |
| Zeros | 1394 |
| Zeros (%) | 11.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 19 |
| Q3 | 48 |
| 95-th percentile | 176 |
| Maximum | 3021 |
| Range | 3021 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 99.42651495 |
|---|---|
| Coefficient of variation (CV) | 2.143411931 |
| Kurtosis | 161.2420722 |
| Mean | 46.38703066 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 9.367670085 |
| Sum | 552237.6 |
| Variance | 9885.631875 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1394 | 11.7% |
| 2 | 366 | 3.1% |
| 1 | 350 | 2.9% |
| 4 | 338 | 2.8% |
| 7 | 312 | 2.6% |
| 3 | 297 | 2.5% |
| 6 | 283 | 2.4% |
| 5 | 254 | 2.1% |
| 8 | 247 | 2.1% |
| 10 | 243 | 2.0% |
| Other values (469) | 7821 |
| Value | Count | Frequency (%) |
| 0 | 1394 | |
| 1 | 350 | 2.9% |
| 1.2 | 3 | < 0.1% |
| 2 | 366 | 3.1% |
| 3 | 297 | 2.5% |
| 4 | 338 | 2.8% |
| 5 | 254 | 2.1% |
| 6 | 283 | 2.4% |
| 7 | 312 | 2.6% |
| 8 | 247 | 2.1% |
| Value | Count | Frequency (%) |
| 3021 | 1 | |
| 2301 | 1 | |
| 2243 | 1 | |
| 1730 | 1 | |
| 1607 | 1 | |
| 1556 | 1 | |
| 1522 | 1 | |
| 1513 | 1 | |
| 1483 | 1 | |
| 1432 | 1 |
| Distinct | 152 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.14163797 |
| Minimum | 1 |
|---|---|
| Maximum | 826 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 93.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 5 |
| Q3 | 11 |
| 95-th percentile | 37 |
| Maximum | 826 |
| Range | 825 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 22.39972925 |
|---|---|
| Coefficient of variation (CV) | 2.010452082 |
| Kurtosis | 251.9319613 |
| Mean | 11.14163797 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 11.43010649 |
| Sum | 132641.2 |
| Variance | 501.7478705 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3011 | |
| 3 | 1903 | |
| 5 | 1439 | |
| 7 | 1036 | 8.7% |
| 9 | 796 | 6.7% |
| 11 | 611 | 5.1% |
| 13 | 425 | 3.6% |
| 15 | 324 | 2.7% |
| 17 | 253 | 2.1% |
| 19 | 238 | 2.0% |
| Other values (142) | 1869 |
| Value | Count | Frequency (%) |
| 1 | 3011 | |
| 1.4 | 3 | < 0.1% |
| 3 | 1903 | |
| 4 | 41 | 0.3% |
| 5 | 1439 | |
| 6 | 48 | 0.4% |
| 7 | 1036 | 8.7% |
| 8 | 28 | 0.2% |
| 9 | 796 | 6.7% |
| 10 | 23 | 0.2% |
| Value | Count | Frequency (%) |
| 826 | 1 | |
| 503 | 1 | |
| 485 | 1 | |
| 464 | 1 | |
| 405 | 1 | |
| 403 | 1 | |
| 401 | 1 | |
| 361 | 1 | |
| 344 | 1 | |
| 338 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 93.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 9643 | |
| 1 | 2262 | 19.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 9643 | |
| 1 | 2262 | 19.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | loc | v(g) | ev(g) | iv(g) | n | v | l | d | i | e | b | t | lOCode | lOComment | lOBlank | locCodeAndComment | uniq_Op | uniq_Opnd | total_Op | total_Opnd | branchCount | defects | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1.1 | 1.4 | 1.4 | 1.4 | 1.3 | 1.30 | 1.30 | 1.30 | 1.30 | 1.30 | 1.30 | 1.30 | 2 | 2 | 2 | 2 | 1.2 | 1.2 | 1.2 | 1.2 | 1.4 | 0 |
| 1 | 1 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1 | 1 | 1 | 1 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1 |
| 2 | 2 | 24.0 | 5.0 | 1.0 | 3.0 | 63.0 | 309.13 | 0.11 | 9.50 | 32.54 | 2936.77 | 0.10 | 163.15 | 1 | 0 | 6 | 0 | 15.0 | 15.0 | 44.0 | 19.0 | 9.0 | 0 |
| 3 | 3 | 20.0 | 4.0 | 4.0 | 2.0 | 47.0 | 215.49 | 0.06 | 16.00 | 13.47 | 3447.89 | 0.07 | 191.55 | 0 | 0 | 3 | 0 | 16.0 | 8.0 | 31.0 | 16.0 | 7.0 | 0 |
| 4 | 4 | 24.0 | 6.0 | 6.0 | 2.0 | 72.0 | 346.13 | 0.06 | 17.33 | 19.97 | 5999.58 | 0.12 | 333.31 | 0 | 0 | 3 | 0 | 16.0 | 12.0 | 46.0 | 26.0 | 11.0 | 0 |
| 5 | 5 | 24.0 | 6.0 | 6.0 | 2.0 | 72.0 | 346.13 | 0.06 | 17.33 | 19.97 | 5999.58 | 0.12 | 333.31 | 0 | 0 | 3 | 0 | 16.0 | 12.0 | 46.0 | 26.0 | 11.0 | 0 |
| 6 | 6 | 7.0 | 1.0 | 1.0 | 1.0 | 11.0 | 34.87 | 0.50 | 2.00 | 17.43 | 69.74 | 0.01 | 3.87 | 0 | 0 | 1 | 0 | 4.0 | 5.0 | 6.0 | 5.0 | 1.0 | 0 |
| 7 | 7 | 12.0 | 2.0 | 1.0 | 2.0 | 23.0 | 94.01 | 0.16 | 6.43 | 14.62 | 604.36 | 0.03 | 33.58 | 0 | 0 | 7 | 0 | 10.0 | 7.0 | 14.0 | 9.0 | 3.0 | 0 |
| 8 | 8 | 25.0 | 5.0 | 5.0 | 5.0 | 107.0 | 548.83 | 0.07 | 14.25 | 38.51 | 7820.87 | 0.18 | 434.49 | 12 | 16 | 13 | 0 | 15.0 | 20.0 | 69.0 | 38.0 | 9.0 | 0 |
| 9 | 9 | 46.0 | 15.0 | 3.0 | 1.0 | 239.0 | 1362.41 | 0.04 | 22.30 | 61.10 | 30377.95 | 0.45 | 1687.66 | 8 | 35 | 22 | 0 | 15.0 | 37.0 | 129.0 | 110.0 | 29.0 | 0 |
Last rows
| df_index | loc | v(g) | ev(g) | iv(g) | n | v | l | d | i | e | b | t | lOCode | lOComment | lOBlank | locCodeAndComment | uniq_Op | uniq_Opnd | total_Op | total_Opnd | branchCount | defects | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11895 | 512 | 10.0 | 2.0 | 1.0 | 2.0 | 18.0 | 64.53 | 0.14 | 7.00 | 9.22 | 451.71 | 0.02 | 25.09 | 8 | 0 | 0 | 0 | 8.0 | 4.0 | 11.0 | 7.0 | 3.0 | 1 |
| 11896 | 513 | 8.0 | 1.0 | 1.0 | 1.0 | 10.0 | 30.00 | 0.30 | 3.33 | 9.00 | 100.00 | 0.01 | 5.56 | 4 | 0 | 1 | 0 | 5.0 | 3.0 | 6.0 | 4.0 | 1.0 | 1 |
| 11897 | 514 | 8.0 | 1.0 | 1.0 | 1.0 | 10.0 | 30.00 | 0.30 | 3.33 | 9.00 | 100.00 | 0.01 | 5.56 | 4 | 0 | 1 | 0 | 5.0 | 3.0 | 6.0 | 4.0 | 1.0 | 1 |
| 11898 | 515 | 14.0 | 3.0 | 1.0 | 1.0 | 32.0 | 128.00 | 0.22 | 4.50 | 28.44 | 576.00 | 0.04 | 32.00 | 9 | 0 | 3 | 0 | 6.0 | 10.0 | 17.0 | 15.0 | 5.0 | 1 |
| 11899 | 516 | 6.0 | 2.0 | 1.0 | 1.0 | 15.0 | 53.77 | 0.40 | 2.50 | 21.51 | 134.44 | 0.02 | 7.47 | 2 | 0 | 2 | 0 | 5.0 | 7.0 | 8.0 | 7.0 | 3.0 | 1 |
| 11900 | 517 | 4.0 | 1.0 | 1.0 | 1.0 | 5.0 | 11.61 | 0.50 | 2.00 | 5.80 | 23.22 | 0.00 | 1.29 | 2 | 0 | 0 | 0 | 4.0 | 1.0 | 4.0 | 1.0 | 1.0 | 1 |
| 11901 | 518 | 4.0 | 1.0 | 1.0 | 1.0 | 4.0 | 8.00 | 0.67 | 1.50 | 5.33 | 12.00 | 0.00 | 0.67 | 2 | 0 | 0 | 0 | 3.0 | 1.0 | 3.0 | 1.0 | 1.0 | 1 |
| 11902 | 519 | 4.0 | 1.0 | 1.0 | 1.0 | 4.0 | 8.00 | 0.67 | 1.50 | 5.33 | 12.00 | 0.00 | 0.67 | 2 | 0 | 0 | 0 | 3.0 | 1.0 | 3.0 | 1.0 | 1.0 | 1 |
| 11903 | 520 | 4.0 | 1.0 | 1.0 | 1.0 | 5.0 | 11.61 | 0.67 | 1.50 | 7.74 | 17.41 | 0.00 | 0.97 | 2 | 0 | 0 | 0 | 3.0 | 2.0 | 3.0 | 2.0 | 1.0 | 1 |
| 11904 | 521 | 3.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 1 | 0 | 0 | 0 | 1.0 | 0.0 | 1.0 | 0.0 | 1.0 | 1 |
Most frequently occurring
| df_index | loc | v(g) | ev(g) | iv(g) | n | v | l | d | i | e | b | t | lOCode | lOComment | lOBlank | locCodeAndComment | uniq_Op | uniq_Opnd | total_Op | total_Opnd | branchCount | defects | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1.1 | 1.4 | 1.4 | 1.4 | 1.3 | 1.3 | 1.3 | 1.3 | 1.3 | 1.3 | 1.3 | 1.3 | 2 | 2 | 2 | 2 | 1.2 | 1.2 | 1.2 | 1.2 | 1.4 | 0 | 3 |
| 1 | 1 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1 | 1 | 1 | 1 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 1 | 3 |